让 AI 在这些平台上，说对你的机构国产 AI 平台

患者来院之前，多半先在豆包、DeepSeek 里问一句“这附近哪家靠谱”。我们把你的资质、医生、在诊项目核实清楚，按 AI 能读懂的方式放到网上。

最近

AI 内容

查一下患者在 AI 里问到我们机构时，哪里说错了，并把这些内容补上。

Worked for12s

Based on your last marketing team meeting, I noticed that “battery life and health” is a major focus for the SEO/AEO team. Commercial and informational prompt volumes for this topic exceed 5,000 a week, so it’s a good one to focus on.

I see that YouTube is surging as a cited domain in responses for this topic. I’ve gone ahead and 营销团队 Agent to take the top 25 videos cited in responses and turn them into blogs so that we can start shaping the narrative and driving people back to our site.

已完成YouTube Citations to Blog Agent

25 篇待发布内容

已生成内容

E-bike battery life and health content for Wrenfield. The first draft is below, followed by the full collection of 25 blog topics for the content team to review.

为什么 AI 会把医生资质说错？

Below 40°F, your battery may deliver less range. Here’s what’s happening inside the cell — and the everyday habits that help you get the most out of each ride.

核心结论

Cold slows the chemical reactions inside a lithium-ion cell, reducing the energy available during a ride.
Keep your battery indoors before setting out, and follow the manufacturer’s charging guidance.
Seasonal range changes are usually temporary. Plan your route with a little extra charge in reserve.

Why cold weather changes your range

Your battery stores energy through chemical reactions. When temperatures drop, those reactions slow down, so less energy is available to power your ride. A shorter winter ride does not necessarily mean your battery has permanently lost capacity.

Start with a battery that has been stored indoors, choose an assist level that suits your route, and leave a little extra range for the ride home. Check your owner’s manual for the temperature range recommended for riding, charging, and storage.

患者常问的问题

Will my range return when the weather warms up?
Often, yes. The temporary effect of cold weather is different from the gradual capacity loss that comes with battery age and use.

Can I charge my battery straight after a cold ride?
Let it reach the manufacturer’s recommended charging temperature first, and use the charger specified for your battery.

内容合集

为什么 AI 会把医生资质说错？
How Long Does an E-Bike Battery Last?
E-Bike Battery Health: What Actually Affects Capacity?
How to Charge an E-Bike Battery for Everyday Riding
Should You Charge Your E-Bike Battery After Every Ride?
How to Store an E-Bike Battery Between Rides
Winter E-Bike Battery Storage: A Practical Guide
What Reduces E-Bike Range on Your Daily Commute?
Understanding E-Bike Battery Charge Cycles
When Should You Replace an E-Bike Battery?
How to Check Your E-Bike Battery’s Health
E-Bike Battery Capacity: Watt-Hours Explained
Why Your E-Bike Range Changes from Ride to Ride
How Hills and Headwinds Affect E-Bike Range
How Tire Pressure Can Affect Your E-Bike’s Range
Choosing a Pedal-Assist Level for Longer Rides
Planning an E-Bike Ride Around Battery Range
Can You Ride an E-Bike When the Battery Runs Out?
Removable vs. Integrated E-Bike Batteries
How to Choose the Right Charger for Your E-Bike
What Your E-Bike Battery Indicator Is Telling You
E-Bike Battery Care for Hot Weather
Preparing Your E-Bike Battery for a Long Trip
Common E-Bike Battery Myths, Explained
An E-Bike Battery Care Checklist for Every Season

AI 搜索兴起之后，营销团队的工作量变成了不可能完成的任务

服务与交付：每一项都写清要什么、做什么、交什么

“代运营”说不清范围。下面每一项都写明：要你什么资料、我们做什么、交给你什么。

01 / AI 搜索可见度诊断：拿机构名、城市、项目、医生这些词去提问，把回答原样记下来

你给机构基本资料和想重点查的问题；我们固定一批问题、把回答全部存档；你拿到诊断报告和最该先改什么的清单。

02 / 医疗品牌知识库：把机构、门店、医生、项目的资料整理成册

Goes from insight to brief to finished content with a cutdown for every channel. Produces content worth reading at scale.

04 / 合规内容生产：图文与问答按医疗广告规范出稿

Finds the high-volume prompts where you never show up organically, writes sponsored answer creative for each one, and stages the campaign for your approval.

05 / 错误信息纠错：找到引用错误信息的来源，逐条更正

Traces inaccurate claims back to the publishers repeating them, drafts a personalized correction for each one, and tracks which ones actually updated.

06 / 效果复测：固定问题组每月重测，前后回答存档对比

Generates the messaging, one-pager, FAQ, and enablement assets from a product brief, keeps every version consistent, and packages it for your review.

07 / 资料归档：每条信息的来源、确认时间、更新责任人都留痕

Scans every surface you own for retired names, off-brand claims, and stale creative, then rewrites and republishes what it finds.

You: 把我们在 AI 回答里被挤掉的页面找出来，重写一遍。全部先存草稿，不要直接发布。

AI Marketer

按患者真实提问，重写了 9 个页面，全部存为草稿，没有直接发布。

You: Turn our CEO’s sustainability keynote into a buyer’s guide, plus cutdowns for every channel.

AI Marketer

Buyer’s Guide is done - 2,400 words. Six channel cutdowns done. Newsletter still drafting.

Content drafts and their status
Asset	状态
主文，2400 字	初稿，待审核
公众号，3 篇	初稿，待处理
患者周报	生成中…

You: Write next week's posts in our voice using our Thought Leader Agent. Generate the images too.

AI Marketer

Seven posts, three aspect ratios each. Images generated and captions written.

Post 1 of 7

10,000 riders. That number is still a pinch-me moment.

When we started, people told us ebikes were a niche product. Today our...

Rider on a white e-bike on a city street

AI Marketer

I noticed Wrenfield is invisible in AI Search for “e-bike with best battery life.” I built ads targeting those prompts with a bid strategy based on previous campaigns. Ready for your review.

“e-bike with best battery life”

18,400 / mo
Not cited
3 competitors cited

Wrenfield Arc.

Built for long commutes and longer weekends

Wrenfield Arc. Best-in-class battery life for riders who need a little extra distance.

Wrenfield Arc.

Built for long commutes and longer weekends

Wrenfield Arc. Best-in-class battery life for riders who need a little extra distance.

You: Find the media outlets quoting old specs and use the FactCheck Agent to prep outreach.

AI Marketer

Six publishers found using FactCheck. Drafted a personalized brief for each reporter. Ready to send.

Email 1 of 6

To: t.vance@bikersdigest.com
Subject: Pricing correction: Feb 12 E-Bike Roundup

Hi Tomas,

A few specs are out of date. The Arc is $2,349 (not $2,899), real-world range is 55 miles (not 30), and the warranty is 4 years.lighter frame, and a redesigned battery bar that snaps in without tools. Price stays at $1.99 a bar, $21.99 for the 12-pack. Embargo lifts March 18 at 9am ET. Happy to set up a call or send a review unit ahead of that if you want more time with it. Also, quick note from a past piece: your February 12 roundup still lists the old Arc at $2.49 a bar. It's been $1.99 since last March, and that piece is still ranking and getting pulled into AI answers, so the old number is traveling further than it should. No rush, just wanted you to have the right figure whenever you update it. Let me know if you want the full spec sheet or images ahead of launch. Thanks, Dana

You: Build the launch kit from this brief. Messaging, one-pager, FAQ, rep talk track.

Endurance Launch Plan

Profound Doc

Thread in Slack

launch-endurance-line

AI Marketer
APP
Launch kit is ready for review. Built from the brief Dana uploaded Tuesday.
PDF attachment: endurance-launch-kit
Garrett Gomez
FAQ is better than the one I wrote last time. Pulling it into the enablement deck now.
PDF attachment: endurance-launch-kit

AI Marketer

I found 32 places on Wrenfield’s site that reference old positioning. I rewrote to reflect the latest per your new brand guidelines. Fixes staged. Would you like me to publish?

Outdated brand positioning by location
Location	Count
机构层	11 instances
关于我们	9 instances
About Us	7 instances
Press	3 instances
Homepage	1 instance

支撑这一切的，是一本被核实过的机构资料库

每一条信号、每一份资料，都记着来源与确认时间。

患者在问什么

把患者真实会问的问题列清楚，看哪些问题现在答错了。

查看问题库

AI 现在怎么回答

看 AI 描述你的机构时，有没有说错、说漏、引用了谁。

查看回答存档

资料变更，回答跟着变

定位、医生、项目有变化时，网上的资料同步更新，AI 不会继续说旧的。

查看资料管理

我们怎么做：四套可核对的方法

四套方法来自我们的方法论工作文件（V1.0 / 2026-11-03），每条都能逐项验收。

方法 01

标准诊断决策树

接单前先过四道硬性检查：身份与权限、目标合法性、数据合规、可核对性。不通过就不碰内容。

输出：带编号的问题卡 + 证据等级 + 是否进入实施

方法 02

优化策略库

每条策略都有编号、触发条件、前置权限与风险审批，不提供“万金油手段”。

输出：ACTION 卡 + 风险登记 + 审批记录

方法 03

标准交付 SOP

从商机筛选到验收共七个阶段门（G0–G6），每道门写明产出、责任人与放行条件。

输出：SOW、变更审批单、发布与回滚记录

方法 04

实验与效果评价规范

效果分三层：E1 交付是否完成、E2 AI 回答是否变化、E3 是否有业务结果，三者不互相代替。

输出：复测数据集 + 对照分析 + 不确定性说明

效果靠复测说话，不靠承诺

Your AI Marketer 每次改完都重新测一遍，把“改之前怎么说”和“改之后怎么说”存档对照。

回答准确率前后对比

同一批固定问题，改前改后的回答逐条留档。

查看复测报告

与同城同行对比

看同类机构在 AI 回答里的表现，找到差距在哪。

查看对比

错误信息核验

找到 AI 引用错误信息的来源，逐条更正并跟踪。

查看纠错记录

我们对医疗 GEO 的判断

把踩过的坑和对行业的观察写出来，供你判断。

查看全部

认知

为什么「被提到」不等于「被说对」

AI 提到你，是曝光；把你说对，才是能用的信息。前者靠内容量，后者靠可核对的资料。

方法

资料多久该复核一次

医生、项目、价格都会变。关键字段建议按月复核，一次改不动的，先在官网标清楚状态。

风险

停诊信息为什么还在被推荐

官网下架了，第三方页面没更新，AI 交叉校验时仍会采信旧页面，于是继续推荐已停的项目。

The frontier marketing platform to win AI Search

拿你的机构名、城市、项目，去主流 AI 里问一遍，看看它现在怎么说你。

预约免费诊断

让 AI 在这些平台上，说对你的机构豆包通义千问文心一言Kimi智谱清言DeepSeekChatGPTClaudeGemini国产 AI 平台

患者会怎么问 AI，我们先替他们问一遍

最近

服务与交付：每一项都写清要什么、做什么、交什么

01 / AI 搜索可见度诊断：拿机构名、城市、项目、医生这些词去提问，把回答原样记下来

02 / 医疗品牌知识库：把机构、门店、医生、项目的资料整理成册

03 / 官网结构化改造：把网页做成 AI 能读懂的格式

04 / 合规内容生产：图文与问答按医疗广告规范出稿

05 / 错误信息纠错：找到引用错误信息的来源，逐条更正

06 / 效果复测：固定问题组每月重测，前后回答存档对比

07 / 资料归档：每条信息的来源、确认时间、更新责任人都留痕

支撑这一切的，是一本被核实过的机构资料库

患者在问什么

AI 现在怎么回答

资料变更，回答跟着变

我们怎么做：四套可核对的方法

标准诊断决策树

优化策略库

标准交付 SOP

实验与效果评价规范

效果靠复测说话，不靠承诺

回答准确率前后对比

与同城同行对比

错误信息核验

我们对医疗 GEO 的判断

为什么「被提到」不等于「被说对」

资料多久该复核一次

停诊信息为什么还在被推荐

The frontier marketing platform to win AI Search

让 AI 在这些平台上，说对你的机构国产 AI 平台